{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1b484ce8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib.dates import DateFormatter, WeekdayLocator, DayLocator,\\\n",
    "    MonthLocator, date2num\n",
    "from datetime import datetime\n",
    "import mplfinance as mpf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01487709",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e5567e5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([1,2,3,4,5])\n",
    "y = np.array([20,15,18,16,12])\n",
    "plt.plot(x,y, color='green',linewidth=10)\n",
    "z = np.array([14,16,18,12,21])\n",
    "plt.bar(x,z, alpha=1, color='#ffff00', width=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "45eac525",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def drawK(open, close,high,low,pos):\n",
    "    if close > open:\n",
    "        myColor='red'\n",
    "        myHeight = close - open\n",
    "        myBottom = open\n",
    "    else:\n",
    "        myColor='green'\n",
    "        myHeight = open - close\n",
    "        myBottom = close\n",
    "    plt.bar(pos, height=myHeight, bottom=myBottom, width=0.2, color=myColor)\n",
    "    # 根据最高、最低绘制上线影线\n",
    "    plt.vlines(pos, high, low, myColor)\n",
    "\n",
    "day = ['20190422','20190423','20190424','20190425','20190426']\n",
    "\n",
    "drawK(10.2,10.5,9.5,11,0)\n",
    "drawK(10.5,10,10.6,9.8,1)\n",
    "drawK(10,10.1,7,9.9,2)\n",
    "drawK(10.2,10.8,10.8,10.1,5)\n",
    "\n",
    "\n",
    "plt.ylim(0,15)\n",
    "plt.xticks(range(len(day)),day)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.title('XX股票的K线图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d5d76799",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-01-04</th>\n",
       "      <td>17.150000</td>\n",
       "      <td>16.830000</td>\n",
       "      <td>17.020000</td>\n",
       "      <td>17.040001</td>\n",
       "      <td>13930091</td>\n",
       "      <td>17.040001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-05</th>\n",
       "      <td>17.080000</td>\n",
       "      <td>16.790001</td>\n",
       "      <td>17.040001</td>\n",
       "      <td>17.080000</td>\n",
       "      <td>12051733</td>\n",
       "      <td>17.080000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-06</th>\n",
       "      <td>17.670000</td>\n",
       "      <td>17.040001</td>\n",
       "      <td>17.080000</td>\n",
       "      <td>17.320000</td>\n",
       "      <td>15817079</td>\n",
       "      <td>17.320000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-07</th>\n",
       "      <td>17.350000</td>\n",
       "      <td>16.709999</td>\n",
       "      <td>17.320000</td>\n",
       "      <td>16.820000</td>\n",
       "      <td>13134282</td>\n",
       "      <td>16.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-08</th>\n",
       "      <td>17.950001</td>\n",
       "      <td>16.840000</td>\n",
       "      <td>16.879999</td>\n",
       "      <td>17.660000</td>\n",
       "      <td>22842631</td>\n",
       "      <td>17.660000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 High        Low       Open      Close    Volume  Adj Close\n",
       "Date                                                                       \n",
       "2021-01-04  17.150000  16.830000  17.020000  17.040001  13930091  17.040001\n",
       "2021-01-05  17.080000  16.790001  17.040001  17.080000  12051733  17.080000\n",
       "2021-01-06  17.670000  17.040001  17.080000  17.320000  15817079  17.320000\n",
       "2021-01-07  17.350000  16.709999  17.320000  16.820000  13134282  16.820000\n",
       "2021-01-08  17.950001  16.840000  16.879999  17.660000  22842631  17.660000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../datasets/600895.csv',index_col=0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c21ec0d4",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Expect data.index as DatetimeIndex",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-15-f5ea076d2075>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'candle'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmav\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvolume\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.pyenv/versions/3.7.0/lib/python3.7/site-packages/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m    282\u001b[0m     \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_valid_plot_types\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    283\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 284\u001b[0;31m     \u001b[0mdates\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mopens\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhighs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlows\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcloses\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolumes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_check_and_prepare_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    285\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    286\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mVALID_PMOVE_TYPES\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'addplot'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/3.7.0/lib/python3.7/site-packages/mplfinance/_arg_validators.py\u001b[0m in \u001b[0;36m_check_and_prepare_data\u001b[0;34m(data, config)\u001b[0m\n\u001b[1;32m     27\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     28\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindexes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetimes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDatetimeIndex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Expect data.index as DatetimeIndex'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     31\u001b[0m     \u001b[0;31m# We will not be fully case-insensitive (since Pandas columns as NOT case-insensitive)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: Expect data.index as DatetimeIndex"
     ]
    }
   ],
   "source": [
    "mpf.plot(df, type='candle', mav=(2, 5, 10), volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "11d8e82e",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'matplotlib.finance'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-16-343300944d01>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfinance\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mcandlestick2_ochl\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'matplotlib.finance'"
     ]
    }
   ],
   "source": [
    "\n",
    "from matplotlib.finance import candlestick2_ochl  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "be20a259",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'talib'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-17-864b745dfe0c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mtalib\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtushare\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfinance\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mmpf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'talib'"
     ]
    }
   ],
   "source": [
    "import talib\n",
    "import numpy as np\n",
    "import tushare as ts\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.finance as mpf\n",
    "\n",
    "data = ts.get_k_data('399300', index=True, start='2017-01-01', end='2017-06-31')\n",
    "sma_10 = talib.SMA(np.array(data['close']), 10)\n",
    "sma_30 = talib.SMA(np.array(data['close']), 30)\n",
    "\n",
    "fig = plt.figure(figsize=(24, 8))\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.set_xticks(range(0, len(data['date']), 10))\n",
    "ax.set_xticklabels(data['date'][::10])\n",
    "ax.plot(sma_10, label='10 日均线')\n",
    "ax.plot(sma_30, label='30 日均线')\n",
    "ax.legend(loc='upper left')\n",
    "\n",
    "mpf.candlestick2_ochl(ax, data['open'], data['close'], data['high'], data['low'],\n",
    "                     width=0.5, colorup='r', colordown='green',\n",
    "                     alpha=0.6)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68553031",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e9867b5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2105807",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9b4d270a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>hqtime</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>updownrate</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-05</th>\n",
       "      <td>29098.29</td>\n",
       "      <td>29397.27</td>\n",
       "      <td>20210305</td>\n",
       "      <td>28513.13</td>\n",
       "      <td>28667.14</td>\n",
       "      <td>29236.79</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>240435611921</td>\n",
       "      <td>23177345409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-04</th>\n",
       "      <td>29236.79</td>\n",
       "      <td>29597.16</td>\n",
       "      <td>20210304</td>\n",
       "      <td>29102.10</td>\n",
       "      <td>29525.48</td>\n",
       "      <td>29880.42</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224354122391</td>\n",
       "      <td>20302901673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-03</th>\n",
       "      <td>29880.42</td>\n",
       "      <td>29912.00</td>\n",
       "      <td>20210303</td>\n",
       "      <td>29183.59</td>\n",
       "      <td>29249.43</td>\n",
       "      <td>29095.86</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185022705683</td>\n",
       "      <td>19941815029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-02</th>\n",
       "      <td>29095.86</td>\n",
       "      <td>29765.96</td>\n",
       "      <td>20210302</td>\n",
       "      <td>28957.31</td>\n",
       "      <td>29708.39</td>\n",
       "      <td>29452.57</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232724995626</td>\n",
       "      <td>24891574668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-01</th>\n",
       "      <td>29452.57</td>\n",
       "      <td>29550.75</td>\n",
       "      <td>20210301</td>\n",
       "      <td>29195.97</td>\n",
       "      <td>29457.89</td>\n",
       "      <td>28980.21</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209221048042</td>\n",
       "      <td>19927330846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               close      high    hqtime       low      open  preclose symbol  \\\n",
       "time                                                                            \n",
       "2021-03-05  29098.29  29397.27  20210305  28513.13  28667.14  29236.79    HSI   \n",
       "2021-03-04  29236.79  29597.16  20210304  29102.10  29525.48  29880.42    HSI   \n",
       "2021-03-03  29880.42  29912.00  20210303  29183.59  29249.43  29095.86    HSI   \n",
       "2021-03-02  29095.86  29765.96  20210302  28957.31  29708.39  29452.57    HSI   \n",
       "2021-03-01  29452.57  29550.75  20210301  29195.97  29457.89  28980.21    HSI   \n",
       "\n",
       "            updownrate         value          vol  \n",
       "time                                               \n",
       "2021-03-05         NaN  240435611921  23177345409  \n",
       "2021-03-04         NaN  224354122391  20302901673  \n",
       "2021-03-03         NaN  185022705683  19941815029  \n",
       "2021-03-02         NaN  232724995626  24891574668  \n",
       "2021-03-01         NaN  209221048042  19927330846  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hsi = pd.read_csv('../datasets/HSI.csv',index_col= 'time')\n",
    "df_hsi = df_hsi.iloc[:100,1:]\n",
    "df_hsi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5ae1ede5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_hsi.time = [date2num(datetime.strptime(date, \"%Y-%m-%d\"))  for date in df_hsi.time]\n",
    "df_hsi=df_hsi.rename(columns={'low':'Low','high':'High','open':'Open','close':'Close','vol':'Volume','time':'Date'})\n",
    "df_hsi.head()\n",
    "\n",
    "df_hsi.index = pd.DatetimeIndex(df_hsi.index)# 可直接多索引进行操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f0d07394",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df_hsi,type='candle')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f992aeff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>hqtime</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>updownrate</th>\n",
       "      <th>value</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1989-01-06</th>\n",
       "      <td>2766.65</td>\n",
       "      <td>2773.60</td>\n",
       "      <td>19890106</td>\n",
       "      <td>2758.30</td>\n",
       "      <td>2766.65</td>\n",
       "      <td>2758.54</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.002940</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-01-05</th>\n",
       "      <td>2758.54</td>\n",
       "      <td>2773.83</td>\n",
       "      <td>19890105</td>\n",
       "      <td>2737.56</td>\n",
       "      <td>2758.54</td>\n",
       "      <td>2736.83</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.007933</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-01-04</th>\n",
       "      <td>2736.83</td>\n",
       "      <td>2736.83</td>\n",
       "      <td>19890104</td>\n",
       "      <td>2701.60</td>\n",
       "      <td>2736.83</td>\n",
       "      <td>2706.69</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.011135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-01-03</th>\n",
       "      <td>2706.69</td>\n",
       "      <td>2707.56</td>\n",
       "      <td>19890103</td>\n",
       "      <td>2685.70</td>\n",
       "      <td>2706.69</td>\n",
       "      <td>2687.44</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.007163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-01-02</th>\n",
       "      <td>2687.44</td>\n",
       "      <td>2687.44</td>\n",
       "      <td>19890102</td>\n",
       "      <td>2687.44</td>\n",
       "      <td>2687.44</td>\n",
       "      <td>2687.44</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Close     High    hqtime      Low     Open  preclose symbol  \\\n",
       "time                                                                        \n",
       "1989-01-06  2766.65  2773.60  19890106  2758.30  2766.65   2758.54    HSI   \n",
       "1989-01-05  2758.54  2773.83  19890105  2737.56  2758.54   2736.83    HSI   \n",
       "1989-01-04  2736.83  2736.83  19890104  2701.60  2736.83   2706.69    HSI   \n",
       "1989-01-03  2706.69  2707.56  19890103  2685.70  2706.69   2687.44    HSI   \n",
       "1989-01-02  2687.44  2687.44  19890102  2687.44  2687.44   2687.44    HSI   \n",
       "\n",
       "            updownrate  value  Volume  \n",
       "time                                   \n",
       "1989-01-06    1.002940      0       0  \n",
       "1989-01-05    1.007933      0       0  \n",
       "1989-01-04    1.011135      0       0  \n",
       "1989-01-03    1.007163      0       0  \n",
       "1989-01-02    0.000000      0       0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hsi.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8ff134ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df_hsi, type='line', mav=(2, 5, 10), volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "af4c7fcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df_hsi, type='candle', mav=(2, 5, 10), volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ee06d18c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>hqtime</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>updownrate</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-05</th>\n",
       "      <td>2021-03-05</td>\n",
       "      <td>29098.29</td>\n",
       "      <td>29397.27</td>\n",
       "      <td>20210305</td>\n",
       "      <td>28513.13</td>\n",
       "      <td>28667.14</td>\n",
       "      <td>29236.79</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>240435611921</td>\n",
       "      <td>23177345409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-04</th>\n",
       "      <td>2021-03-04</td>\n",
       "      <td>29236.79</td>\n",
       "      <td>29597.16</td>\n",
       "      <td>20210304</td>\n",
       "      <td>29102.10</td>\n",
       "      <td>29525.48</td>\n",
       "      <td>29880.42</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224354122391</td>\n",
       "      <td>20302901673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-03</th>\n",
       "      <td>2021-03-03</td>\n",
       "      <td>29880.42</td>\n",
       "      <td>29912.00</td>\n",
       "      <td>20210303</td>\n",
       "      <td>29183.59</td>\n",
       "      <td>29249.43</td>\n",
       "      <td>29095.86</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185022705683</td>\n",
       "      <td>19941815029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-02</th>\n",
       "      <td>2021-03-02</td>\n",
       "      <td>29095.86</td>\n",
       "      <td>29765.96</td>\n",
       "      <td>20210302</td>\n",
       "      <td>28957.31</td>\n",
       "      <td>29708.39</td>\n",
       "      <td>29452.57</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232724995626</td>\n",
       "      <td>24891574668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-01</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>29452.57</td>\n",
       "      <td>29550.75</td>\n",
       "      <td>20210301</td>\n",
       "      <td>29195.97</td>\n",
       "      <td>29457.89</td>\n",
       "      <td>28980.21</td>\n",
       "      <td>HSI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209221048042</td>\n",
       "      <td>19927330846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  time     close      high    hqtime       low      open  \\\n",
       "time                                                                       \n",
       "2021-03-05  2021-03-05  29098.29  29397.27  20210305  28513.13  28667.14   \n",
       "2021-03-04  2021-03-04  29236.79  29597.16  20210304  29102.10  29525.48   \n",
       "2021-03-03  2021-03-03  29880.42  29912.00  20210303  29183.59  29249.43   \n",
       "2021-03-02  2021-03-02  29095.86  29765.96  20210302  28957.31  29708.39   \n",
       "2021-03-01  2021-03-01  29452.57  29550.75  20210301  29195.97  29457.89   \n",
       "\n",
       "            preclose symbol  updownrate         value          vol  \n",
       "time                                                                \n",
       "2021-03-05  29236.79    HSI         NaN  240435611921  23177345409  \n",
       "2021-03-04  29880.42    HSI         NaN  224354122391  20302901673  \n",
       "2021-03-03  29095.86    HSI         NaN  185022705683  19941815029  \n",
       "2021-03-02  29452.57    HSI         NaN  232724995626  24891574668  \n",
       "2021-03-01  28980.21    HSI         NaN  209221048042  19927330846  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "fa05f125",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18691.0"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d13c88f5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01696d2b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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